{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "from text_recognizer.datasets import IamLinesDataset\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Lines Dataset\n",
      "Num classes: 80\n",
      "Mapping: {0: '0', 1: '1', 2: '2', 3: '3', 4: '4', 5: '5', 6: '6', 7: '7', 8: '8', 9: '9', 10: 'A', 11: 'B', 12: 'C', 13: 'D', 14: 'E', 15: 'F', 16: 'G', 17: 'H', 18: 'I', 19: 'J', 20: 'K', 21: 'L', 22: 'M', 23: 'N', 24: 'O', 25: 'P', 26: 'Q', 27: 'R', 28: 'S', 29: 'T', 30: 'U', 31: 'V', 32: 'W', 33: 'X', 34: 'Y', 35: 'Z', 36: 'a', 37: 'b', 38: 'c', 39: 'd', 40: 'e', 41: 'f', 42: 'g', 43: 'h', 44: 'i', 45: 'j', 46: 'k', 47: 'l', 48: 'm', 49: 'n', 50: 'o', 51: 'p', 52: 'q', 53: 'r', 54: 's', 55: 't', 56: 'u', 57: 'v', 58: 'w', 59: 'x', 60: 'y', 61: 'z', 62: ' ', 63: '!', 64: '\"', 65: '#', 66: '&', 67: \"'\", 68: '(', 69: ')', 70: '*', 71: '+', 72: ',', 73: '-', 74: '.', 75: '/', 76: ':', 77: ';', 78: '?', 79: '_'}\n",
      "Train: (7101, 28, 952) (7101, 97, 80)\n",
      "Test: (1861, 28, 952) (1861, 97, 80)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset = IamLinesDataset()\n",
    "dataset.load_or_generate_data()\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'A MOVE to stop Mr. Gaitskell from________________________________________________________________'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_y_label_to_string(y, dataset=dataset):\n",
    "    return ''.join([dataset.mapping[i] for i in np.argmax(y, axis=-1)])\n",
    "\n",
    "convert_y_label_to_string(dataset.y_train[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Griffiths resolution. Mr. Foot's line will_______________________________________________________\n",
      "be that as Labour M Ps opposed the_______________________________________________________________\n",
      "Government Bill which brought life peers_________________________________________________________\n",
      "into existence, they should not now put__________________________________________________________\n",
      "forward nominees. He believes that the___________________________________________________________\n",
      "House of Lords should be abolished and___________________________________________________________\n",
      "that Labour should not take any steps____________________________________________________________\n",
      "which would appear to \"prop up\" an out-__________________________________________________________\n",
      "Since 1958, 13 Labour life Peers and_____________________________________________________________\n",
      "Peeresses have been created. Most Labour_________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dD3EnEtE8G6IZkOvnhhvQRxIaoi2XWYZw+9zSCNdXIokN4VySwrnrRHO/RyNOHAtu7RLJtSmcgBGubO3bt+e8884D4MMPP6SgoCBi+Y6HoG0eFxsbS9++fdm8eTN5eXnHXI66IITA6/WSkpLCrbfeysqVK/n00yOGyV6vl6qqKnw+H47jkJ6eDsDvfvc7CgsLmThxIuXl5SHLfYyTZSqtcFgRyGKxWCwWSz0QlQh0LO5g9YLjHPG3PxED6rrmEWoAJP+iTUOvbzS4pX8qCQ+RyqKX36xLuPaT2yMNLvXPsm2PVYiIVL66XMf/FvR2dONY612Xc80yhbu++jUznyvRpnEs6PnrfccUL8yBv+y34c4z8zHrZQoo+j79vGhwSzOceBMqbfPeDyVQuZU/3HMhUj81jzc/yzxCEe09bpbZTeBxa6dIgrcbY8aMYcSIEYwYMYIzzzwTj8fjek5SUhJt2rSJWF63ckdTXzPPrKwsJk6cyNVXX01cXJzrebW936J5LpvH19TU0LNnT3r37k1SUhI+nw+fz4fH41ECS1VVFR6Ph5YtW9KyZUtatGhBSkoK8fHxeL1evF5vUHtIQfxY6vR/9bfCYrFYLBbLfy8nXQQyX9Lrmka022s7q2cO1I5FRKqtaORGONGkrumFI5wYIM+PZnAdKZ9ozovUfnVp27q2m3Q5SElJiTjIq2/q8/rXJe/6tqSIJAS65RvNc8PcfzyuSyixwNwe6ZpFEjzCnec2IDafc5HOMY+L9rro29yErroSzbnH+jyNVkysTXrhjjeFFjfRLxQxMTFkZGSQmJhIYmKiclnS2zwpKYmkpCQeeeQRHn/8cZKTk6MW6qItR6jr3rhxYy655BK6dOlSb79zofJzK7sMNN6yZUuaN29OUlKSekbrq4xKN7CUlBRSUlJwHIfY2FgSEhIAqK6uVucBR7mG6WU43tZNFovFYrFYLMeLky4C6ZzIgWw4Ig2e6lNsqK8ZwmjScStDNDPpkbbXx0t/uLJEcmWpbXrHUhaZ9/3338/999/P4sWLGTx48FEz+8dz5jfUbH44jve9Fe31N8UCUywJJaiESy/asrVu3ZrWrVvToEGDiOdESzihRh8shquXm0VPuD/9nFBlMssWTX8MZUmnn2+KvnpZ4uLiiImJISYmJmJex4Non4HHS6SNZIloPiOiRZ4XHx+vyl5YWIjX63W91u3ataNdu3b079+f2rhf1+Y3RG/DlStXsnv3bho3bsz1119Pw4YNadiwYa3buDb3vtukisfjoUWLFjRu3DhIBNLbSVpPrVixghUrVqi4QZWVlUH3SjirLjeBKpxgWts6WywWi8VisRxvTkqUZvli5PV68fl8NGrUiKKiIlef/GipTzcP82Xdbab9eORVV6KZkXR7cT3VXj7re2BWn5YI+oDe5/MxYIDf1TIpKYnrr7+exYsXK5cD/dhjIdrBezSYg3gTfcb8eJcn1Cy/WcZQx9WFc889l0svvRSA999/n1mzZoU81uPxEBcXR2Vl5THH6YhkbeL23ySSZY/bwDmcBUWo55dbvw014DXPi4+P5/bbb2fPnj0A/OMf/3Cti35OqL6kW2xIEaO6ujroWoQShsO5kTVs2JAbb7yRli1bAvDHP/6RvLy8o9KKiYkhNTWV5s2bU15eztatW6moqAjKI1z+5jazvHURR3w+H3FxcTRp0gQ4Igh5vV5qamrweDxUVlYCUFhYSJs2bejXrx/z58+npqYm4r2tl0v+l20vgyxLwUQvv9frpby8nHfeeYcXX3yRs88+m2+//RaAmTNnUllZGbXQEa2w72aJIwWf2NhYYmNjadasWVCeupuXWf64uDj1LgLBsXn09GWfTEtLY8CAAdTU1JCdnU12dvZR/SPa3wBrSWSxWCwWi+VkcEpZAlksFovFYrFYLBaLxWKxWI4PJ9QSSJpMyxm1M844gyuuuIIWLVowd+5cXn/9dYqKio46r75mEetCXUy89ePqYjlR21gDHo8n4gy0bj4fyiqkrhYs9WkZ5UYoN7bjOYsaakZXuhPExsYCfjeC2NhYV7ebaK5/fVr71CZPHcdxgiwFQvWD+ihnpL5Sn9Y/epqZmZmkpqYC0LlzZ2bPnh2yPoMGDeKaa67h/fffZ8GCBSFdsGpz7aLpr5GOiXZfNG5JdXGxC2ctlpiYSI8ePSgpKYl4rCyjW/qO45CWlsaYMWPo2rUrKSkpAKxfv541a9bw448/cuDAAWV5YaYXzprqzDPPVMvRAzRp0oS77rpLuQL16tULgKuvvprTTjuNuLg4YmNjWb9+PdOmTQNgzpw5Ya3DQlm3hSPS9fD5fAghaNSoEc2aNQOgQYMG6llkWvqUlpYSGxvLwIEDmTJlCvv371cxbvRl093uc5/PR3x8PH379uVXv/oVAO3atWPevHl89913NG3alFWrVqn8ZHpLly5l7dq19OnThwcffBCA7Oxstm3bRk1NjWubRbJOdGsn/b9bG8r2MN0Sa2pq1BLwcMTaR7ZhUlIShYWFQe8n+vEA/fr1A2DixInK6qiiooJly5YxZcoUADZu3BhUFt1NzLSIqu9nv8VisVgsFku0nBR3MPmyfe+991JaWkp5eTlZWVns37+fDz74ADjycnmqUdcXt3Dii3lMbUQm87N5vhACn89HQkICzZs3Vy/l+rHRxBkJVydzSfET8XJbV5Eg2rKZbSLPq6mpQQjBTz/9BMDzzz/Pjz/+6Oqqog8C3AbEkdornFgn41zoA6PKysqgIKjmOTExMfTo0YOEhAQVF2f//v2sW7eOqqqqsP0g3OC2Ntfb7KfRiBHHIqTKtiooKFB1btKkCV6vN2hALImJieH888/ntNNOIzMzkwULFoTNI1qi6a91ERBkPeU92LFjR/Lz82u9VHeo50e05ZHxgGQbRxKBQuXXrVs3Hn/8cSorK9m0aZNKb/DgwfzqV7+isrKSGTNm8MEHH1BcXByUhi7Uuonf8+fPZ9y4cfzxj38E4Je//CVZWVksWbKE9u3b89RTTwH+e+Ktt94iISGBtm3b0r9/fyZMmAD4xYTZs2cHtUe4fupWz9qKqz6fj5iYGBITE9WxZWVlQc8VPe7NoUOHAEhOTqZfv3589dVXKi2v10uDBg0oLy9XQpr+/G7ZsiVPPPEEaWlp5OfnA9CwYUN+85vfMH78eCorK3nmmWdYsmSJStPj8VBSUsKMGTMYMGAAGRkZAEyePJnJkyezcuVKSktLqa6uDusC6Pa8M3+fdHc8PYCzEII2bdrQoUMH4uPjadq0qdonXeZ01zn5vC4vL6dJkyYkJibi8/lISkqiefPmAKxdu1YdL4Rg6NChqr5vv/02P/30E+eccw5nnnkmp512GgCTJk1i3bp19XLdLRaLxWKxWI4XJ1wEiouL46KLLlKfn3/+eaqqqrjhhhs488wz+fzzzwFcYzUcK5GsYOrbIkP/b37W84zmhVE/1m2gZlr66PknJCTw9NNP06ZNG1544QUWLVoEBK98cix1jzY+RjSEE8JCtVVtyhDKYkpPM5QgI/dVVlbyhz/8AYCDBw+6Ckb690iiSjQDI31bw4YNGT58OAMHDqRjx44AxMbG8s477/DVV18dFZsIoH379tx2220MHjyYmpoaFf/CcRxmzpzJK6+8ctQ9p/cpQAlgbvUwhcBIIk80Fj/RDLJDYQoBNTU16nvz5s1VnBOZth6DplOnTiQkJLBr1y68Xq+KtWL2PZ/Pp86rqqpyjb1yLM+VSPXW265Vq1YAPP7440ybNo1PP/00bL8zn0tuAopJuHtHrqok+2NMTIzroF8O3NPT0yktLWX37t1qn8/n45xzziE5OZmHH36YDRs2qH2NGzemY8eO3HrrrYwdO5a8vDymT5+u8paigOP44+e0bdsWgMOHD5Obm0tNTQ3FxcVs2bKFefPmAZCens5ZZ53FihUrGDFihLLue//991m4cKEq++mnn87vfvc7AIYOHcq8efNUnmY7CiFIS0ujR48elJeXs3TpUuCIMGO2dySEEKqfJiUl0ahRIwCGDBnCsmXLKC4uVvnKe/rLL7+kadOm9O3blyFDhjB79mzVh88++2zuvvtu3nvvPT788MOgeyAmJoY777yTNm3a8Je//IVly5YB0KlTJ1544QWaNGmC4ziMGTOGFStWAFBRUaHaYcGCBRQUFNC6dWvAL7L16dOHNWvWMHXqVBYtWqRiRlVUVFBVVeXajqaIHuo5IO898PerCy+8kIsuuojY2Fi6du2q3jP27dvH5s2b2blzp4oNVFZWBvjjJzVq1Ig+ffrg8/mYMGGCWub+jjvuoKioSJVh7969qhwXX3wxjz32GG+++Sa7d+/msssuA2D48OGsX79eCVXRXuu6TmpYLBaLxWKx1IUTLgLJQRb4X+a2bt3KgQMH+Oyzzzj77LNp2LAh4BeBorGeqQ3mAFfiJgi5nesmsLgN+tzO0/dFM6hzE4j09PS8TYsQ/b/H46Fp06Z07NiRtLQ0HnroIW688UYADhw44Brs03x5DSVYhHrJdTvPPDfUS78b+su+PEYfYCYmJlJRUaEGOvIFPBR6m7pdH7djzXrk5uYCBM1Eu50bqV9Fc55OamoqDz/8ML1792b58uVs2bIFgF/96lf89re/JTs7my1btgSJHikpKTzyyCM0aNCA559/nq1bt9KnTx8ALrvsMs444wwAnnnmGaqqqo66NnKALS0SwB8QOyEhAZ/PR0lJCQUFBcCRQaE8V/9f14FObQZRbnnW1NRQUlKiBsnNmjVTAz3ZZyS6OJafn3/UPSjdQKS7jHyWFRQUsHTpUqZOnarci6Itu17PUM8Pt36k11G60R46dIizzz6bBQsWRC2kC3HE1Sg5OZmysjL2798P+EVOfaDulp68Pz0eD40bNwb8gYvLy8tdjx85ciTXXHMN06dP59///vdRdRVC0KVLFzZt2qQWCzhw4AB5eXmUlpby5JNPKiFPbwcpUmZlZXHLLbcA/t+RZ599lv379yuXIClu/OY3vyEjI0MtLS7FU8dx8Hq96ntpaanqJ2vXrlV1dbN0Sk9P59VXXyUtLY29e/eyfv16AN544w02bNhQJ6FQCH/g7ebNm6v7b/z48aSnp/PZZ5+xatUqysrK6N+/PwDz5s3jyy+/ZNCgQQwaNIiuXbuyY8cOAK666io6duzIBRdcwPTp0yktLVX9qU+fPvTr14958+Yxf/581b4bN25k9erVjBgxAoDu3bsrMUqK4DExMRw6dIiSkhJlhda4cWNSUlLIysqiX79+FBcXs2vXLgC2bdtGdnY2f/7zn9U11sVmeR3cfm9le1VVVQX1vVatWlFZWYnP56Njx448+eSTgF8InDt3Lvfeey8VFRV4PB5lBbV06VLat2/P+eefzwUXXEBqaqpyaczKyuKbb75R12HmzJmAXxTs2bMnjz32GK+99hpLlixRgpNctU3eM6EmNEysVZDFYrFYLJYTyUlxB9OJj4+nqqqK77//noSEBGXir7trhHpJ9vl8rrPNoQQMSbgZcjfrDVNk0ffJmW09PgMEu7MJIZTlgaybNDPXB+vhyu722dwm28zn8wXN7BcUFLB//3769etHixYtuOOOOwD/oN+0kpDn6IO+aF9kTaTVCsDAgQNZvny5GiDo9ZTXUW6Tgw/ZVr179+YXv/gFHTt2VAOz//3f/2Xr1q20bduWBx54gJycHGbMmAH4BxgynaqqKvLz86NaHcesv1kXvU/KMsrraIoO+nn652hETX2gI/OV+d1999107dqVp556iqVLl6r22LBhA7fddhsdO3Zk69atQYPUX/7yl7Ru3Zqnn36aH374AfAP7AC+//57nnrqKXr16kWXLl1Yu3atq+Dg8/m49NJLVZyQli1bEhsbi8fjobS0lH379gF+K4QFCxaQk5NzTH2ntrhZC+j57tmzR7VHy5YtmTBhAh9++CE7d+4EUFYgl1xyCe3ataOyspI2bdqwcuXKIGshIQTjx4/n7LPPZtOmTWzatAnwu7hefvnlzJkzh71796q83FyTohGB9W2hxFi9rqWlpQBs2bKFQYMGMWLECD7++GPX9pGfpRB2wQUXMG7cOFJSUlQdpaXEokWLeO2118jNzXW9lrLOLGIdAAAgAElEQVS/y1UeZTmSkpIoLi4+6hyfz8egQYNo0aLFUfeU1+tl2bJlXHDBBVx55ZXs27dPuR1VVVXRqFEjevfujeM47NixQ7WxeW9v2LCBlStXAjBixAhuv/12/va3v1FQUEB1dTXZ2dkAyn1SCMHmzZuVGDpu3DjWrVtHYWEhHo+Hnj17cvjwYQBycnJcJwPAb0kzfvx42rVrx7fffkvLli3p1q0bAA8++CDPP/88GzduDMrX7fq7iepVVVUcOHAgyN0uKyuLXr16UVhYSHV1tbKcmjdvHsuWLWP79u1kZGRw7733cvDgQcAf1yYhIYFu3bopIVkKXOnp6cTHx6tjdVF9zpw5/OIXv6BRo0akpqaSlZUFwNy5c9VxycnJeL1etfKe4ziMHTuWiooK9u3bR2lpKV26dAH8bn//+c9/8Hq9ymosVKwltwkQKdTpbVZYWEh5eTnl5eVs27aNqVOnArB8+XJ27txJdXW1sgSSfeaLL76ga9eupKamsnv3bjZv3kz37t0BGDt2LBs2bGDfvn1UVlaqvv3cc89x0003ce655/L888+Tl5enrsu2bdvUPW+FHYvFYrFYLKcqJzwwdHV1tXqhTkpKIjMzk23btlFYWBjkyqKbfEuBINQgyW1gFUnACPUCHuq723b5Enr66adz5ZVX0rRpUzVo+eCDDygqKsJxHOLi4ujcuTPt2rUD/DOkmzZtYt26dZSUlBwlLOiCiG4FU1NTQ2ZmJiNHjmTKlClq9l8KUF6vF6/XS3x8vBJfpCA0ffp0Ro4cSYMGDbjmmmsAv9vD9u3bqa6uDpqh1sUpvR3diGTpct555wFw+eWXM3XqVD766CMl0Mj8fD4fXbt2ZdeuXRw6dIjq6mrS0tIAuO222xgxYgQHDhygYcOGagb3zjvv5JlnniEpKYlOnTrRv39/lVdubi4VFRUUFxeTm5vLo48+qmZ3ZZ18Ph9t2rRh165dQX1OtmNycjIlJSXqxV+PI6H3RRlHQg7E3PqbFP30fXr9zRlwfXApB9lNmzYFYMCAAXz//fcsWrRIDWoAFixYwBVXXEGrVq1U2tKqpUePHoB/lloi+9zevXuZPn0611xzDQMGDGDdunVHBZEVQpCSksKvf/1rFah3xowZbNmyhYYNG9K3b186d+4MwC233MLIkSP54x//qOImmUSyfIj2GPN4ONIfzfY9ePCgsqJISUnhmmuuYfjw4cyaNQuPx0PXrl0BaNq0KTk5OSQnJ3Paaafx1VdfBZWjbdu2jBo1iuXLl/Pyyy+rPnHppZdyySWXEBMTE3Sd5WDfTcSNtn6hnm868lrNnj2bM844g8GDB/P555+r8sXHx9O+fXsANm3aRGVlJUOGDAHg2muvZdasWXz66ae0bNmSTp06MXDgQMAfJDs/P5/XXnstKG6UXgav10tRURGHDx+mRYsWgN9tatq0aUcJJunp6fTo0YOkpCQuvPBCli1bpgREgB9//JGvvvqKCy+8kIceekgtN+71eunVqxdCCL755hvmz5+vztED+Xo8HvLz83nnnXcAaNGiBf369eOWW27hzTffpKioSAkR8fHxLFmyhJqaGubNm8eoUaMA6N27N2PHjmXKlCnExsYyePBgZT20fPnyoDg8ejs0a9aMc845h927d6u4Q/fddx8Affv25a677lL3hf5M1fuH23WWlit5eXnK1eqtt95i4cKFdOjQAZ/Px48//qhEoMOHD+P1evnDH/7ApEmT6Nixo+ofb7/9NiNHjiQjI4Nrr72WNWvWBN3vPp+PjIwM4uLilIVOTU0NX331FVu3buXJJ5+kXbt2PPLIIwCMGTOGXbt2cfjwYbp160Z+fj5vvPEGAMXFxTRu3JihQ4cSHx/Pww8/rCzM4uLi2L59uxLE3ET6UM8AUwCV/9esWUNVVRVxcXFs2bKFf/zjH4BfzJLWeeZvWU5ODhMnTiQuLo6qqirS0tJ49tlnAb9g9vzzz7Nw4UIOHjyohJ6YmBiaNWtGTU0NSUlJNGvWTFlC9urViz179ijXsVM1tqHFYrFYLJafN3aJeIvFYrFYLBaLxWKxWCyWnwEn3B3McRwVF2D06NGcccYZarZXug8Ayn1Kn3WV1i3Dhg2jb9++FBQU8PHHHyvXE4l00TGXeJVISxBpKSH/l5WVUVVVhcfjUVY70pRdlqNJkyZq5jQ/P5/+/fvz+9//ntzcXLp06aKWkc3KyuL+++9nwIABXHvttTRv3jzIMqGsrIzVq1fz7LPPKguN2NhYWrRowYEDB1RASn2GND4+nsmTJzNo0CBiY2N59dVX1T6v10vfvn0ZO3Ysp512WpDbgLSI2bx5MwMGDCA+Ph6Ad955h/vuu48VK1YoixfZfrKc4WIeubng6N916xmv10v37t3x+XyqjWU73n777YwfP56JEyfy7bffkpaWxhNPPAH4LS/kbGxiYiI33XQT4A90PHr0aP75z3/y7rvvcvPNN6tybdiwgeLiYvr160dycjKdO3dmzZo1qozJyclcd911dO3alUceeUS5qElLgoEDB3LzzTfz8ssvq8CuuiWPx+NRVgC33XYbrVq1YtKkSZSVlR01w9+yZUtuuukmvvnmG5YsWaJmhmUfTUtL44wzzuDLL790XdFJtpF0VyovL6dFixbExMQcNYPu8XgoLy9XlgXy3KqqKmJjYxk+fDibN28OsiCqrKxkzpw5jB49mpSUlCC3RR3ZP2QA4kWLFrF48WIqKir48MMPlYXCfffdx+mnn86zzz7LPffcw+7du+vkFhHKRVLfZh6no1vgeL1ecnNzVRynpKQkwG8RdMUVV5CXl6cC3b744ot06NCB+++/n169etGoUSM1yy+fRz6fj+HDhzN37lxlYTZs2DDl7miW1+wT4eoVinAudbolyaZNm8jLy6NLly507tyZwYMHA37LnLS0NEpKSpg2bRpTp05V+wA+/fRTdu/ezZ49e1ixYoVyG3zuuedUe0m3TT1mi7TUrKioYN68eVx33XWA3zJq8eLFHDx4kEaNGvGLX/wC8FsE5ubmEhcXR8+ePXn11VeVe1ZJSQmO49CkSROqq6tp27YtV1xxRVBbLVy4kG3bttGhQwdlQVRaWkpFRUVQPCr5TH3ttdd45JFHOPPMM2nVqhVr165VLo3z58/ns88+o7Kykvz8fN577z0AHnroIcaNG0fjxo2ZP39+kKupvHd0600ZhHrixImkpKQwY8YMDh8+TGVlpbIIuuuuu8jKymLChAk8+uij5OfnH/UsNd0F9c+VlZWsXbtWBd6uqalh8eLFLFq0SD1PpeWOdB9bsWIFN954I82aNVMBuGtqali2bBl/+tOfGDRoELfccouq99q1azl8+DADBw5k0qRJKgbOihUr8Hq9NG/enLi4OL7++mt1v2dkZNCmTRsOHDjA9u3beffdd9m6davK69FHH+Vvf/sbXbp0oWfPnrz11luA/zkmA0Pr/ViWX/9v7pf75IpfMq85c+awePFisrKylGUPHAnarruTmas5Spe2HTt28OKLLwL+wNBdunQhLS2NwsJCZXlbWFhIcXExb7zxBtnZ2QwcOJDRo0cDfnfd66+/nm+++Ybp06ezadMm9ewMtzqaxWKxWCwWy4nkpMQE+vHHHwH/y1f//v2JjY2lrKzsqBdCfRnszMxMZVrfpUsXhPAviT148GD+/ve/q4CkPp+P1atXs2vXLiorK48aTDZt2pTOnTtz+eWXq3gNcXFx+Hw+Zs2axeOPP0779u156KGHAFi8eDFvvfUWHo+H1NRUnnjiCRWM98UXX2Tr1q3cfPPNFBQU0KdPH/XS36dPH15//XXat2/Pa6+9xsKFC1U5GjduzNixY0lPT6d79+5qAHrvvfcyaNAg5syZw+TJk4Ni9cjAvNnZ2fTv35/x48czbdo0wP9CffvttzN8+HBWrVrF119/TUJCAgAJCQmkpaWRkZFBq1atKC0tVbFAunXrxrvvvsuUKVN46aWX1CBZH+SFWy3IzbzejJMh40s0aNBAuRnIdGVw0TFjxqhgu99//z0TJkxQ7kWPPvooCxcupKqqisOHD6sX9CuvvJJt27bh8/n47LPP6N27NwMGDABg1qxZLFy4kAceeIC+ffvSvXt3FbulY8eOPPjgg2RkZHD48GGSk5OV+CJj78gBc8uWLVW9pGglhRfpFnX11VcTFxfHn/70J+WqJpHHDRo0iObNm7N69WolGng8HuUi0alTJ7Zt28bixYuBI4MFfWljWcbNmzfTu3dvbr75ZqZMmaJiaPXq1Qufz8emTZuUAKLHvcjKyuK8885j586dQasFOY5/NSW5xLebW6RcAvq7776jd+/egD9AdUxMDJWVlVRXV6vAs5MnT+bNN98kMzOTrKwsPvnkk6Nie0UTG8cUUaLBrR/K/CoqKli1ahXgX+1o4cKFvPLKK/h8Pvbs2aNEg+rqavbv309eXh6ZmZnceuutfPDBBwAUFRXh8/n44YcfGDNmDE888YQS5zZs2MAbb7yhhECzLm7uqW5uLXVFXutDhw6xdu1aLr74Yl566SX1HFi9ejVz5sxhxIgRjB8/njVr1qg+3KBBA0aNGsUPP/xAQkIC/fr1U2L2/v37+fTTT4PaUu8j8r6oqqriiy++4JJLLgH8bl9///vfKS0tJTExUQlpU6dOZfbs2bRp04bx48er2DSy7Hl5eezfv5/33nuPnJwc5bo1aNAgOnbsyPDhwxkyZAg+n0+lWV5eTklJCfn5+ezbt48XX3xRuePs2LGDZ599lieeeIKBAwfSuXNntcT7lClT2L9/v6qXXDVx6tSpXHrppVxwwQUMHz6clStXqiXApShYU1NDRkYGPXv2ZOzYsYD/noiNjeWaa65Rwu4nn3wCwIcffshpp51G9+7dGTNmDB999FGQe6kMyB7KNcxxHP7zn//Qt29fwO/yJfu1FIH057ac2MjNzSU/Pz9IjF+0aBHPPPMMDz74IFdddZUSxT7//HP++te/ctVVVzFgwACVV2FhIbGxsVRUVDB9+nQVawf8v52lpaWuS8BL8fXuu+8mLS2N7Oxs9SwI5ealE6od9O36O8OhQ4d45plnuP3224OeO/J3VBfMdVc+PT5TdXW1+q1euXKlChheWFgY9MyUrpEej4c1a9ao3+KhQ4dy2WWXcdFFF3HJJZewfPlytW/FihXs2LEjKB2zrhaLxWKxWCwnghMqAskXOLliyqFDh+jYsSOZmZlBy6rqx3o8Hjp16sQf/vAHNRP31FNPUVxczMUXX0yPHj2YOHGisnyRSwGvWrWKGTNmkJ2drWIQDRkyhIcffpg2bdqoF1TwD2SSk5PJysoiPj6epKQkFYMlPT1dBZPs378/Xbt2VQPvmJgYioqKKCgowOv1smTJEiVSPPDAA3Tt2pVPPvmEKVOmBMXTEEKwfft2Lr30UsrLy5V1xbBhw4iPj2fo0KG88cYb5OfnBwVJrqio4KmnnqJJkyaMGjWKs88+G/APCEaMGMGHH37IP//5z6AXY4/HQ0xMDJmZmUyYMIGhQ4cq0SklJYVOnTpx++23k5GRoaxp9JnLUKvgSEsW8+XVjMUiA+8CtGnThg4dOqiZ/FtvvRXwx9JwHIcRI0bw5ZdfMnLkSLZt2wbAsmXLgmIIybZ/6623VJvGxcXx+eefK2uDxo0bU1VVxU8//cSQIUPIyspS1/ree+8lJyeH6upqGjRoELTildfrZdiwYYwePZq4uDgVX8etznIQ0bBhQ3w+HwMHDuTzzz8P6sNer5d9+/ZRXV1N165d6dixo4rbERsby3XXXcfpp59OdXU1Y8eOVcFsTUFU5g3w5ptvMnHiRM477zxOP/105s6dC/it6oqLi9m9ezdxcXFUV1erNH766Sfmzp3Leeedxz333MPQoUP56quvAL912ahRo0hISOCbb74Jqpu0epGDSj3A9oQJE5gwYQIbN25k1qxZKkZLXl4e8+bN46yzzqKoqChsAFwZEFavH4QO3B5OGAr1XQ7yqqqqVJ8qLS2lvLycn376ibKysqPKmJuby9tvv83EiRO5+OKLGT58uDqvUaNGVFVVkZubS4sWLYKWiAdc74lw8V5064S6CkGmMPPDDz9w3XXXqbhWAD179qRTp074fD4SExN54YUXVN9u3LgxN998M9deey3l5eWsXr1aDVyXLFkSZLWiW8HoK6kB7Ny5k9/+9reAfxWq1NRU9u7dy3fffadipUlrz6KiIh577DESExODBuAyILVsz6+//hrwx7Lp3LkzPXr0ID09ndjYWFJTUwHYvXs3TZo0oaqqipkzZyorSvD3K1mutLQ0cnJylHgkJwnk9Zf1euedd1i0aBH9+vXj6quvZuTIkSp+khRlhRDExsZy8OBBJYosWLCATp06cfXVV9O9e3cmTJiglg7fvHkzVVVVxMTEKHE5lBWMKaTL41atWsXbb7+t8iovLw+yBpTXQa6CJp/flZWVQVaBNTU1fPbZZ+zatYuzzjpLtWPnzp35+OOPWbp0KQMHDlTCV0FBAXl5eSxbtkzFW9PjMMmymiKhFIW2b9/O1q1b1XNc7gu38IPb747Zz/VnrRQis7Ozuf/++4Ms1vRnuPldDy6uL9gA/r5aVFR0lHWkvP6yPDU1NRw4cADwW9TNmjWL0aNHc/7559OvXz8GDRoE+MW0ZcuWsXLlStasWcPBgweDJsQsFovFYrFYThQnPDC04zjKAiQxMZH4+Hjef/99pk6dyrx589RA+NChQ+ql8aqrriIxMZHf//73AKxfv56amho2bNjAFVdcwSWXXKJe3Hw+H/Hx8QwbNowRI0ZQWFio3M9GjBjB2rVreeWVV1i+fDn5+fmA31qmQYMGapCrz8ZKIcrj8RAXFxfSvUy+JEoT+ltuuYWmTZvSoEEDZU0jLUViYmLIzc3lk08+oaKiQokuhYWFJCcn07RpU5KTk9VqNjKP2NhYampqmD9/Puedd556udy5cyfx8fF06NCB5s2bk5+fr2YbpYvExo0bmTx5Ml27dlX7fv3rXzN27FhlVaPPTJsr7+irYUlRwAx2LGdmdSFBBgLdtm0bvXv35qGHHqKsrIx27dqpwdhrr73GjTfeSPv27bnqqquIi4tTfaRZs2bk5OQELbsN/sGMz+ejYcOGZGRkcOaZZ5KTkwOgXFlWrFjBTTfdxJAhQxg2bBjgXw3r5Zdf5oEHHqB79+7cdtttyh2la9eudOrUiT179tClSxfOOussPvvsM1UP3RVMCk6JiYmUlZVx8803s2DBArWikOTw4cMcPHiQ0047jeuuu445c+aovti7d29mz57NoEGDGDJkCPfccw8Ar776qhJQpAgj+8GWLVt45plnuO222xg4cCC9evVSbZ+fn8+kSZMoLi7mwIEDSjCLj48nNTWVoqIiMjIyGDduHBdeeKEqY0lJCXPmzCEpKYnBgwdz6NAhVbcGDRoQHx9Peno6N9xwg2rjgoICMjMzSU9P5/zzz1fXOS8vj+bNm7N//37VrnrfkYwbN477779fBZidNWtWSAuhaNzBIlnUOI6jxM89e/bw8ccfu4ptsgwzZ86kuLhYrWQF/mdSdnY23333HUVFRYwaNYpLL70U8Af+feONN/j++++ZPXu2GtxVVVVRUVFx1CpyZlndXIHC1cftWPC39fbt28nPzycuLk65M+bk5FBVVaUsb7xerxLuPB4Pw4cPJy4ujvj4eJKTk+nZsydwZPVG6Xqlt1dZWRmHDh1ix44d6tmxbt06AB577DE1qJbtIM+Xg/eamhrlvujWJvr3wsJCli5dyrJly4KWb5fIvKqrq9Uy4Xp58/LyOHDgwFEinT7o1ycgNmzYwKZNm/j222/VanHgd4eU4s/WrVs5cOBA0LNy06ZNzJs3j+7du3PuuecqAVG6wm7atIkffvhBWfrJ83R0EV0+i6U13r///W+1T3d31ttNX51KihtmX6usrGT58uUq4DX4fzsrKipU8O0vv/xS5SXPMwUn03XNtF6V9TEFLTc3Y1O4jcY6Ri+bbE/pFqcLX/IYsxxuabkJW3r7Scsr/XdSz6uoqIiPPvqIf/3rX7Rt21ZZWg0bNowuXbowbNgwvF4vixcv5tprrwU4yorUYrFYLBaL5XgiTuQMlMfjcRISEujUqRMAr7/+Ot26dVMCicfjUa4Xjz76qLLWeOmll0hKSuKWW24B/LF4HMchNjaWuLg4JkyYoFyBvF4vjzzyCJmZmYwaNYo+ffqoWEIbNmzgpptuUq41+stqTU2NMnnv0aMHTz/9NADZ2dk8+OCDCCG4+uqruf7669WA94477iA3NzfI1L558+YAvPfeezRt2pTy8nK+//57PvroI2WJcOjQITUrrL/sjhw5UrmY/PDDD7z77rvKRaisrEy95MoZWzmofe2117j77rtJTEyktLSUgoICZfmyf/9+KisriYmJoVGjRmRkZCihasqUKUpoKCsrC4opAUfcFHTcZmN1ZNwQn88XFJdmwIABTJ48mfLyctavX8/8+fNVLKjDhw9z1VVX8T//8z9UVVXRsGFD9SK+c+dOZs6cyY4dO4iNjVXt6zgOXbp0UbGbpk2bpgSWHTt24PF4SExM5K233iIjI0Mtl/3yyy9TUlLCmDFjeOyxx4JiPcydO5dVq1bx008/8corr5CamqoGtZ999hn5+fk0aNCAnj17kpmZqcp36aWXIoTgo48+4o033mDPnj3AkSWoL7jgAp5++mm1ghj4Vxn617/+xYoVKzj33HO599571UBz8+bNrF69mtzcXEpKSoiLi1N9uH379mRmZhIfH09OTo4a5Ddv3pymTZvSrFkz4uLigmavZcyUgoICtm3bRklJCR06dAD8lm6ZmZnqHtAHY3KwuG/fPjZu3MiPP/6oXCXKyspo0qQJgwcPpnPnzsqa6vDhw+zZs4dvv/2W3bt3B/UfPe0XXniBu+66S63gc/3116tBbagBoC6UmH3QbTCs5yct4sAfE6ikpCQoJom+Cp9u9aJbvshyyUFgbGysWsXummuu4ZxzzlFWFfJer66uZv369ZSUlLBz507i4uKUlc3OnTuPGkRH6x4Wqv7gd9G56aabGDdunBL0Zs+eTWFhIb169WLo0KE8//zzfPPNNyqtxo0bc/755zNw4EDatGlDcnIygLqP9XLJfpqbm8v06dN58803j1rVUQoRpgCoCxKhXIKqq6vVtXJrH9lHzGttiidmHqYIJ8UVN8Fbllvmq/cPvZz6sbqrk4w5Jy1UhfDHoSstLVUTHLId9X6q9zezLeWxErPP6sKKFInc2l+vs2kVI5/ZpvChp6eXR78OZpr6NQtlVeom/IYSg/WymH1e36e3nZmX2Qf0lRulhY9pSSv7rOzj0oLRrZ30eGuyHfT2aNiwIe3ataN9+/asXr066Dkh+4PFYrFYLBbLMbDMcZwBkQ6yq4NZLBaLxWKxWCwWi8VisfwMOCmWQDIw8TnnnMOrr75KWVkZf/7zn9mxY4eKcVJcXIwQgri4OF599VU6dOig4kO8++675OfnExsbS0xMDN26dVNWQlu3buW5556jvLyc+Ph4xo0bp+JUFBQUcO2117J58+ajTOT1VavatWunVt4qKCjg1ltvpXXr1kyaNIlWrVqpuBXfffcdf/3rXykoKFCzz3LFnSeeeILS0lKSkpJo0KAB5eXlyqUiNzeXbdu2KXc0aT3Qr18/mjRpQmVlJcnJyZSXl6uZwiVLlrB69Wr27t1L27Zt+dvf/qaspv785z+Tnp5Oly5dGDhwIJmZmUGzihUVFRw+fJjp06eTnZ2tgqbK+ktXK30GVHcnMC0UdDcPE+kmBkfPVLdv356SkhIKCwuDXJyEEDRo0IDHH3+cc845R5UZ/O4o+kpxcnthYSGbNm3ik08+YePGjWr1GyDIuiMjI4OkpCS1Opi0doqLi6NHjx7k5+crtzQZr0QIQa9evZg0aRJt2rQB/JYvchb/q6++UjF19uzZw1133cUNN9yA1+slJyeHn376CYAPPviAL774gvj4eM466ywaNmyoAlRv3LhR9fGYmBhGjx6tVj5r3ry5aufq6uogl5P9+/ezbNkyvv32W/bu3avqI9tRXiefz6f6gNfrVVZJ8npLSwufz0dqaiotW7akdevWFBcXqzRLSkpUnCHp0mTO2Et3E92lRsbg0fuYSdu2bXn00UdVPBVpnaZTG5evUJY05my8xHRrkedJawX5fHBzu9LjzUi3IyEErVq1Iisri65duyo3vfT0dJKTk/F6vcTGxnLgwAHGjRsHoNzlIlk+hMO0rpAWJ40aNeLCCy9UccNSU1OpqKggLy+PL7/8khkzZgS1gbTCSkhIIDk5mcTERMDfFxs2bEhVVRVlZWXEx8erINp79+4lJycnqG/INGX/0lfRcqurW51Ndyb9fL3ModyFpAulmb/M13QTAlwtffQYYG590e0ZaLrmmWXUY/i41UW3gnPr96absltcIdkn5H+3tjIDI+tp6G5Qejnd6qNfIxPThTiUlZ7Z9+t6L5jPgFDWgfo2My/zt01aB+nuyLrll7R8NfMw+41sB7MPmsGmLRaLxWKxWI6RqCyBTqgI5PV6nfj4ePUC2rZtW2bOnInX62X06NFs3bpVCSxwRHA477zzuOuuu5SLQklJiXLJSkhIwOPxqNgGb7/9Nnv27FF5yCXcwf9yNnnyZL788suj3AekCb/jOKSkpKgAz23btuWDDz5g6NCh7Ny5k8WLF6sAyg0bNmTt2rV88MEHbNu2jfT0dK6++mp13mOPPUZRURFDhw5VK06B3x1FvqCXl5er4Mlz587lm2++oaysjGHDhnHGGWfQo0cPwB/EWYpnjuOPWSEDKxcWFgYNXOUKXICKjyFFAD1gpv5Sag7u5X598CQxg/iagw+JPmjQX3zN4MrShD4mJoahQ4dSUFCgrm9GRgZNmzZVAY9lfKeCgmZKdocAABFDSURBVAIOHTpEeXl5kAuFWS6Zry446XFAYmJiguKVyBd3n89HUlKScptq0qQJO3fu5ODBgxQUFKiXd+lmdPrpp3PxxRcHDYqmTp3K4sWL1bXR0csh85RiYJcuXVSsoaKiInbt2qUC/MoYKnIwaQ4CpZhn9m/5P5SgIc/Ty6kPhHXRzuwHuqDq5u7h9j2Su1d94ebmFs6NRD/HHDzrg1rZTrrYpA9CpQgSFxdHamoqycnJpKSksGrVKhVXSQ4so3H9Mo8JJYDo+3w+nwpw3759e4qLi9mzZw8VFRWuy1Xraepp6EHtTZFCf36Yg2c9Hd1lNlS+pvAiV8yS5+luUvpg3XTX0mPlyP2h2k2vg+lq5eZOpYuEegw1iSnAmEK4232kl9EUyEwByq385vZQIpJbvXV090e3cpoTAZJI97w817yGZhnMNnATh8z0zfOjvVfc+nAozN8MHfnbYqant6Pb9ZP79bazIpDFYrFYLJZ6oH5EICFEW+BdoAXgAK87jvNXIcQk4CYgN3Dow47jfB4uLY/H48gYCeBflWbWrFk0a9aMG264gVmzZh31oi9jEPTu3VsFs01LSyMpKYnc3FzWrl3LwoULVewWufpJoOw0btyYJ554AvAPul555RU2b96s8tCRA5TY2Fguv/xywL+aVHZ2Nu+++y4LFy6kvLycoUOHAvDb3/5WWe4cOnQIj8ejLHdeffVV1qxZE2SVIoMdJycnq0H3oUOHVABfOTjTxRIpfPXt25du3bpRVVXFunXrWLp0qTpProyiB0M1X5j1wbwp4phIMUAfKJov0uYstKyjfKGWVhLyPH1GXheEzDRlmfS6yNlWWQ9ZHnOgbs486+ma33XBRy+jboUgZ3TDtZUutuirXclyyEGz/KwPjqVFjjnAkG0vyyavr0xTto0pupnWLeHi3ZhtodfFbYAk/5uDPzMvc0Btfg4nANS3ABTOosIsq1t/cRuE6+KDWx8Oh7zOZswXt8FtbetnigD6YFQe4xbDRB4v4/CYfUiPhyLFZH1VML3vmvedxE0IkXmafdgUB8y219vOFJWlcOF2nH4/68KUmY6sh56neX+aFjy6ZYj5LNKRdZXH6cfoq8u5ibf6NTHb1S1Ys5soZB4jf1tN4V5PM1S7hOuzbkKzuU0XZkPd9+H6a21EUTfBK1xaurCrt5eZVyhRyqxTOPFKT9+KQBaLxWKxWOqBehOBWgGtHMf5UQiRBCwDLgIuAw45jvPHaEvk9Xqd2NhYNYiIi4vj5ZdfZuTIkUyePJnXX39dHSvFHDdhQA5udGsItxdg+aIrXRsqKyspLy+nsrLyKLNv+dImX4ylWNWhQwe2b9+uVk0J1EPtGzJkCOnp6cTExDBz5ky1FHJJSQk1NTVBs/2m9YnH4wly25IDA7fAuOYARl9iV0871IunPrhyO8bsB+aATrfaCTe41supCyTmQEqviz5zrgsf+j63Abk+cNLFM3mc28u8TFMvt1lnt1luXTjSB5mhgp26pa/3U73/mZZM+iBb5ifP0+us10uWTW8n/Vi9PPp10fucOVjS29REz8NNEHTjeAg9Om7XIhymYBXt8fp3UxxwGzDD0ddYUpu2CDXwdntWmAKFGeDaTXzRA9rqech+oAs3OuFWWtLrb5ZVijBuApbEtPABgsQqsz7hnn+6KCbPM+9lfbspVunlkOeFEkX1gMNwJGC+272mXys3IS2c2BAOeYwpdMnfTfM6yj4g72tdiA+Vl/68CVdut2diJJEkVJ5uv2Fmmvq+cMfD0auxhUrP3C6EUNc1lDBs9hu3dCRWBLJYLBaLxVIPRCUCRVwi3nGcvcDewOdiIcR6oHVdSqS/jIL/pWj//v04jkPr1q1xnOAVU+Q58rvcJ8UCfabQHOjK7dXV1Wr1J3NlGnPwoQtLhw8fBmDNmjVBL3twZJCenZ1Ndna2q4hizuzJNGT5Zf11MUAOOPSXdx198OA4wfEyqqqq1Au8KZ7pgwu93nqb6S4fcp9uuWC6zumf3WZ5QyHrqFu06HEV9Bl9PU1d/JL/9Zl1HXPQpreVPhiVZTcHDlIkNNtetrM+WNCth6TVknndzMGinr9sDzMveYz8c3N3091lJPrgXm8DXVwzz9Pdx0JZF+n5ynaUdXeLS+Im+EjhKpQrki7auQm04aiLuBRKlPJ4PK6rNLlh9lPTFckUiqId3IbDTeAwMa1E9HKa7SvrKvupW/wTeb/q96ZMz+15ZT7XQj0T3IRYXUCWz1CfzxdUJ9NKUX9O6AKzfu/Lc/Vno0xHv97m89WtfPp/if58Ne9505LRxHzeyvR0cdxN7Jef9d8ns/x6G4eyntSRfdjNdcvtvpVtbt4v4UTfcPe/XlfdCtIN8/kSKv1wv/vmb4x5rNlWupWmW3nM9naro1nm4yWMWywWi8VisbgRUQTSEUKkA32BxcAQ4E4hxDXAUuBex3Hyo0xH/Tdf2k0RJyYmhsrKSmVxAEdmqqVgI4+X/3UxxBzg68frg049PTPeBBx5+ZfChUR/qdZf/PVBijkQkwN4c7bYHECb1i2ybnK/+YJpDqAkpkWIzE8XnPT8zfqZ7aEP+vTz9e+mGKKXTW9zWT5d8DAHOPp+uU8OeszBn14O3QpJz0teJ5muvGZyIKi7dZmDfDcLMtlvzDrLfHRLpVADJfMe0AerZj31tjDvFz32iila6n3BvC90sU+2h2wfXQhwE+PcAvGaecjvpthnXjMzn9rgNpAKNXANNVCVn0MFtjbbO1zecrvef936QKQ0ItXPjVD3ti7i6NdZP0/GATLzNkUFNwFVf+bpbaw/a3WRLZzli143vTxSENLvzVDWKnpby+e3WTe5TX9262mbVly6daKJPjFhCkQQ7OppirWmwKYLQ2Z7hKqnTCdcf9R/G0P1Kb2fmm3gJtzpdQxHqGPcxDH9PnTD7b7V83ATScO1Yah+GK5+5qRApN9S8zfeYrFYLBaL5WQQdVALIUQi8C/gbsdxioBXgQygD35LoRdCnHezEGKpEGKpne2yWCwWi8VisVgsFovFYjk5RGUJJISIwS8AfeA4znQAx3FytP1vADPcznUc53XgdfAHhjZniIuLi8nNzWXFihWus4Fy9SfTskPOKAfyP8qqx21GTp/hlSuh6OmFmrk23a7MGTx9dtV0u9BnqPXVZNxm1nUTfLNe0mpCD2aqz1TqbkmyrHKfGXNHT1/+N2faZR7yfDerB9MaRT/fLf6BaYHgNourb9fP0esrt5uWBzqmFZKOvC7SSse0YtGP1+NiyP+6NYFeLnPWWncTM62zzGvvNtPu1h91azPdake3NJDH6/vksaalmN4XZbuEck8LJeKabo/6/WT2j3AWCqEIZ8lzLOnqx4Ry7ZD56dt06yG3urmVVx4fKn5ONOU0+4Vedr2sZl8z6xLJasu0DDLT1J+HpkWVW3qmxZoZzyzU81S3FDPbO1yf0y1EzTLpsd3ktZR/5mpf5nNb3+bWt822MdtBPmd1q015jLR01e91t/tfT0v/HM66zfw91PfrbazXyXzmm33FtGgJ5eZWG+sgt+deuO3hiPaeCtVPgKB3DL3+pgWvW/vqbWSmrVtX2okxi8VisVgsJ4NoAkML4B3goOM4d2vbWzn+eEEIIe4BshzHuTxcWh6Px4mJiVEDa6/XS1JSEjExMeTn5x/18m6+kJovTubgVt8n03dzE6ipqVFLOMu89PgD5kudLgS5DVj0mDtmYFgp7EhXBDjiKqa7JMm0fD6fGiDobkBygOAWaNLtpVwvn26urpdNfpZlMdMIF+xXnqOX0XzB1UUKM129TWWdpaASzmxefynX212PMaQPbuR/U+Axl6eX10oX7twGBj6fj4qKiqNcE3XXPbcBuJtooIuZbtdM/64LaG5taLa/2/XT9+uuYrINZNu7iT7mddH3RxID3O4ZN9zu4WgJlYc56NWPN7+HOi9UuSOlESr/Y6mnmVek/fpzSI95ph9jioJu6chnk/680kVit/zd0jUH0OHKr/c3c8ltc5BtxqYKlX4oNy4zvXAill4//bfCFD7d+o7eJqb44pa3Xu5Q9dKfdeHqLtEFtmhclEzRSK+b271l5uV2XLj7K9q0o8nH7Tg30crteur11NtJ75uh3jEk4eIUmdtsYGiLxWKxWCz1QL2tDjYU+A5YDcg3p4eBK/C7gjnANuAWKQqFSSsXKAEORCqYxWI5qaRi71OL5VTH3qcWy38H9l61WE597H1q+b9Ae8dxmkU6KKIIVN8If2ygiOqUxWI5edj71GI59bH3qcXy34G9Vy2WUx97n1p+TkQdGNpisVgsFovFYrFYLBaLxfLfixWBLBaLxWKxWCwWi8VisVh+BpwMEej1k5CnxWKpHfY+tVhOfex9arH8d2DvVYvl1Mfep5afDSc8JpDFYrFYLBaLxWKxWCwWi+XEY93BLBaLxWKxWCwWi8VisVh+BpwwEUgIca4QYqMQYrMQ4sETla/FYglGCNFWCDFbCLFOCLFWCDEhsL2pEGKmECI78L9JYLsQQrwYuHdXCSH6ndwaWCw/L4QQXiHEciHEjMD3DkKIxYF78iMhRGxge1zg++bA/vSTWW6L5eeCECJZCDFNCLFBCLFeCDHI/qZaLKceQoh7Au++a4QQHwoh4u1vquXnyAkRgYQQXuBlYBTQDbhCCNHtRORtsViOogq413GcbsBA4I7A/fgg8K3jOJ2AbwPfwX/fdgr83Qz8//buJ8SqMozj+PfBSUoDpRZSM0VFUYugjAihiNAWUdK0kBKKRGydLSKoXYsWQWRB4EYLiyBiEnLVqhZtkjIXQW5iKh0ZU/JPUZBFvxbnHb0KLefcC+f72cx53/PCfRf34bk8857n7O5/y9Kg7QSOjIxfB3YluRU4A+xo8zuAM21+V1snafm9DXyW5A7gLrp4NadKE6SqpoHngXuT3AmsALZiTtUA9XUS6D7ghyTzSc4DHwGzPX22pBFJFpN8265/p/uxOk0Xk/vasn3AE+16Fng/na+AtVV1Xc/blgapqmaAx4A9bVzARmCuLbk8VpdieA7Y1NZLWiZVtQZ4ENgLkOR8krOYU6VJNAVcVVVTwCpgEXOqBqivItA0cGxkvNDmJI1RO9q6HjgIrEuy2G6dANa1a+NXGp+3gJeAf9v4WuBskn/aeDQeL8Rqu3+urZe0fG4GTgHvtcc291TVasyp0kRJchx4AzhKV/w5BxzCnKoBsjG0NFBVdTXwCfBCkt9G76V7baCvDpTGqKo2AyeTHBr3XiT9ryngHmB3kvXAH1x89Aswp0qToPXlmqUr3F4PrAYeGeumpDHpqwh0HLhhZDzT5iSNQVVdQVcA+jDJ/jb9y9KR9Pb3ZJs3fqXxuB94vKp+onuMeiNd75G17Sg7XBqPF2K13V8D/NrnhqUBWgAWkhxs4zm6opA5VZosDwM/JjmV5G9gP12eNadqcPoqAn0N3Na6r6+ka8J1oKfPljSiPc+8FziS5M2RWweAbe16G/DpyPyz7Y0mG4BzI0fcJS2TJC8nmUlyE13e/DzJ08AXwJa27PJYXYrhLW29pw+kZZTkBHCsqm5vU5uA7zGnSpPmKLChqla138JLsWpO1eBUX9/lqnqUrrfBCuDdJK/18sGSLlFVDwBfAt9xsc/IK3R9gT4GbgR+Bp5Mcrolynfojsz+CWxP8k3vG5cGrKoeAl5MsrmqbqE7GXQNcBh4JslfVXUl8AFdn6/TwNYk8+PaszQUVXU3XfP2lcA8sJ3uH63mVGmCVNWrwFN0b8o9DDxH1/vHnKpB6a0IJEmSJEmSpPGxMbQkSZIkSdIAWASSJEmSJEkaAItAkiRJkiRJA2ARSJIkSZIkaQAsAkmSJEmSJA2ARSBJkiRJkqQBsAgkSZIkSZI0ABaBJEmSJEmSBuA/+aI2IU2gC4sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(10, 20):\n",
    "    plt.figure(figsize=(20, 20))\n",
    "    sentence = convert_y_label_to_string(dataset.y_train[i]) \n",
    "    print(sentence)\n",
    "    plt.title(sentence)\n",
    "    plt.imshow(dataset.x_train[i], cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
